Fast data labeling
Label data quickly with a suite of AI-assisted annotation tools to augment human labeling or fully automate your data labeling pipeline.
AMETEK Surface Vision is a dedicated web inspection system, Roboflow is surface inspection AI built for uptime on the cameras you choose
AMETEK Surface Vision alternatives? Manufacturers like USG, Pella, and Rivian run production vision AI on Roboflow, with an Enterprise uptime SLA, inference that keeps running offline, and engineers who help deploy it.
Why are manufacturers choosing Roboflow?
The turnkey solution for vision AI. Create datasets, train models, and deploy to production.
AnnotateAI-accelerated labeling and dataset optimization
TrainComplete model training toolset and platform
BuildVisual application builder and template
DeployManaged infrastructure, cloud and edge support
Built to stay up
Inference runs on your own hardware, fully offline if needed, so the line keeps running without a cloud connection. Enterprise adds an uptime SLA.
Models that stay accurate
Active learning and operator feedback send flagged images back into training, so models keep up as materials, lighting, and defects change.
Experts from day one
Professional Services cover cloud deploy consulting and benchmarking, onboarding and enablement, hardware procurement, on-premise installation, project and workflow review, and forward deployed engineering.
Build vision AI applications with ease
Use a low-code open source platform to simplify building and deploying vision AI applications.
Edge deployment
Cloud and edge deployments (NVIDIA Jetson, Raspberry Pi, or mobile devices) for real-time, on-premise inference.
Devices for every scenario
Software, compute, cameras: all the tools you need to deploy vision AI.
Datasets and models for every industry
Access thousands of datasets and pre-trained models to kickstart your computer vision projects.
Flexible model licensing
Choose from a range of licensing options to fit your needs, whether for commercial use, private deployment, or collaboration across teams.
Ready to move your surface inspection to Roboflow?
Start with your own cameras and images
Bring images from the area-scan or line-scan cameras already on your line into Roboflow and label them with AI assistance.
Deploy with Roboflow
Run on an NVIDIA Jetson, an air-gapped server, or the Roboflow AI1 device, and trigger PLCs from Workflows.
Automate data labeling
Use AI labeling in Roboflow to automate 90% of human labeling.
OK I’m ready, how do I use Roboflow?
Roboflow makes it easy to build, train, and deploy custom computer vision models, even if you’re not a machine learning expert.
“The vision AI solutions we developed with Roboflow have been a core component of connecting our teams and unlocking their ability to collaborate.”
Lou Stocco
Director of Manufacturing Advanced Analytics, USG
Speak with an AI expert
Our team will help you start solving business problems on the first call.
Ask us about:
- Solution architecting
- Live demonstration
- Pricing and specifications
- Feasibility assessment
Over 16,000 organizations build with Roboflow.
- Rivian
- Pella
- Chobani
- USG Corporation
- BNSF Railway
- American Woodmark
Start where you are
Stay connected
Get the Latest in Computer Vision First
Compare AMETEK Surface Vision and Roboflow
Roboflow
End-to-end computer vision platform (annotate, train, deploy)
AMETEK Surface Vision
Online surface inspection systems for continuous webs (SmartView, SmartAdvisor; formerly Cognex Surface Inspection Systems)
Scale & Ecosystem
Roboflow
- 2,000,000+ developers on the platform
- 1,000,000+ public datasets on Roboflow Universe
- 100,000+ pre-trained models hosted publicly
- 80,000+ organizations building with the platform, including more than half of the Fortune 100 (publicly cited: Rivian, Chobani, USG, Pella)
- One platform for surface inspection, assembly verification, logistics, safety, and every other vision use case in the plant
AMETEK Surface Vision
- Formerly the Cognex Surface Inspection Systems Division; now a unit of AMETEK Process and Analytical Instruments, part of AMETEK, Inc.
- Based in Hayward, California
- Serves plants making metals, paper, plastics, nonwovens, and glass, many running around the clock
- Product lines: SmartView, SmartAdvisor, and Slit Inspection
- No public catalog of datasets or pre-trained models
Product Capabilities (Computer Vision)
Roboflow
- Native support for object detection, instance and semantic segmentation, image classification, keypoint detection, OCR, depth estimation, and multimodal tasks
- Line-scan strips are tiled, inspected, and stitched back together in Workflows with no custom code
- Train on your own images with RF-DETR, YOLO (v8 / v11 / v26), Detectron2, and other current architectures, then retrain as materials, lighting, and defects change; pick, swap, and export model weights
- Auto Label uses foundation models (GPT-6 Astra, Gemini) to label images for classes you define in a text prompt; Smart Polygon creates one-click polygon annotations powered by Meta AI's Segment Anything
- Active learning and Vision Events store every prediction, image, and operator correction in one searchable dashboard; flagged events feed straight back into training
- Every trained model is exposed over MCP as a specialized vision sub-agent that GPT-6 Astra and Gemini can call
AMETEK Surface Vision
- Online surface inspection and web monitoring for continuous materials
- Inspection recipes and plant communications configured by AMETEK's on-site engineers during setup
- Classification methods, customer model training, and model export not documented publicly
- Third-party camera support not documented
- No foundation models or MCP exposure documented
Developer Experience
Roboflow
- Line-side HMI built on Workflows, with a visual drag-and-drop canvas for chaining detection, OCR, counting, and PLC output without code
- PLC Reader, PLC Writer, and OPC UA blocks speak OPC UA, Modbus TCP, and EtherNet/IP
- Open-source supervision library and open-source inference server, self-hostable on hardware you already own; Python SDK plus REST/HTTP APIs and public documentation
- Trained models are served over MCP so frontier models can call them as tools
- Project and workflow review from Roboflow engineers as part of Professional Services
AMETEK Surface Vision
- No public API, SDK, or developer documentation found
- AMECare setup covers installation, alignment, calibration, and configuration
- Operator training offered through AMECare
- Spare-parts stocking advice and software updates through service contracts
Enterprise & Security
Roboflow
- SOC 2 Type II compliant, with HIPAA-compliant infrastructure (BAAs available) and PCI DSS (SAQ A and AOC) compliance
- Enterprise uptime SLA and a public status page
- 24/7 support with a support SLA and a named Customer Support Engineer on Enterprise Support
- Professional Services: Roboflow Cloud deploy consulting and benchmarking, dedicated onboarding and enablement sessions, hardware procurement, on-premise installation and activation, project and workflow review, and forward deployed engineering
- Deployment options: managed cloud, customer VPC, on-premises, and fully air-gapped / offline (Docker-based) with no cloud dependency to keep inference running
- SSO, custom roles, audit logs, and a data sovereignty guarantee (US or EU) on Enterprise
AMETEK Surface Vision
- Support offered as standard business hours or a Global 24/7 emergency service, chosen by the customer
- AMECare service contracts provide dedicated on-site and remote support, maintenance, and software updates
- AMETEK's own support announcement notes that plants may have to stop production when an inspection system fails
- No uptime SLA or compliance certifications published for Surface Vision
- Pricing not published
Sources: roboflow.com (pricing, line-scan inspection, and web and film inspection pages), docs.roboflow.com, security.roboflow.com, universe.roboflow.com, github.com/roboflow, newequipment.com (AMETEK Surface Vision profile), ptonline.com (AMECare Performance Services, October 2021), textileworld.com (Global 24/7 support, April 2021). Figures reflect publicly available information as of October 2026.